Optimal Charging Strategy for Lithium-Ion Batteries Based on Model Predictive Control With Coupled Thermal-Electric Decomposed Electrode Model

被引:0
|
作者
Lu, Yufang [1 ,2 ]
Han, Xuebing [1 ]
Lu, Languang [1 ]
Feng, Xuning [1 ]
Ouyang, Minggao [1 ]
机构
[1] Tsinghua Univ, Sch Vehicle & Mobil, Beijing 100084, Peoples R China
[2] Beijing LynkVertx Technol Co Ltd, Beijing 100084, Peoples R China
关键词
Batteries; Integrated circuit modeling; Biological system modeling; Computational modeling; Safety; Anodes; Protocols; Decomposed electrode model; lithium plating; lithium-ion battery; model predictive control; optimal charging; temperature rise; STATE; CELL;
D O I
10.1109/TIA.2024.3384470
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
Fast charging is crucial for applications of lithium-ion batteries in energy power systems (e.g., electric vehicles, and portable electronic devices). In this paper, a novel optimal charging strategy based on the model predictive control (MPC) considering lithium plating and cell temperature rise is proposed. A coupled thermal-electric decomposed electrode model is constructed and integrated into the control framework to implement the optimized current while ensuring battery safety and durability. A state observer based on the extended Kalman filter and a particle swarm optimizer is adopted to enhance robustness. Parametric studies under varied constraints and initial conditions are conducted for a comprehensive analysis of the method. The simulation and experimental results validate that the developed charging strategy yields a superior applied current profile without sacrificing battery safety and health compared to the existing charging protocols. In addition, the optimal charging strategy is practical for onboard applications with future detailed work.
引用
收藏
页码:6582 / 6592
页数:11
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